The AI-Agent takes on the RTO(Return To Office)ΒΆ

ποΈ Structure of AI AgentsΒΆ
πΉ Key Components of an AI AgentΒΆ
- Perception β Gathers data from sensors, APIs, or user inputs.
- Processing β Uses algorithms, machine learning, or reasoning techniques to analyze data.
- Decision Making β Chooses appropriate actions based on objectives.
- Action Execution β Performs tasks, sends responses, or modifies environments.
π Impact of AI AgentsΒΆ
AI agents are redefining industries, helping humans solve complex problems, and shaping the future of automation!
π οΈ Types of AI AgentsΒΆ
- Reactive Agents Simple agents with predefined rules (e.g., thermostats).
- Deliberative Agents Use planning and problem-solving (e.g., chess-playing bots).
- Learning Agents Improve decisions via experience (e.g., reinforcement learning models).
- Multi-Agent Systems Multiple agents working together (e.g., swarm robotics).
- Conversational Agents AI chatbots and virtual assistants like Microsoft Copilot.
π― Future of AI AgentsΒΆ
The future of AI agents lies in:
β
More autonomous & adaptable decision-making
β
Human-like natural language interactions
β
Enhanced collaboration with multiple agents
Multi-Agent Systems Multiple agents working together (e.g., swarm robotics).
- The case of AI Agents in management of the RTO.
- A a proof of concept of what can be achieved,
π’ Workflow for Florida VHA FacilitiesΒΆ
π Identify Sites in FloridaΒΆ
- Determine all VHA facilities operating within Florida.
π Calculate Staff Distance from FacilitiesΒΆ
- Measure the distance of employees from different locations. Return the closest facility
- Use mapping tools for accurate proximity analysis.
βοΈ Automate the RTO Lettering ProcessΒΆ
- Develop an automated system to generate Return to Office (RTO) letters.
- Ensure efficiency and standardization in the process.
π Estimate Expected Head Count at Each SiteΒΆ
- Forecast staff returning to specific facilities.
- Provide leadership with insights for planning and resource allocation.
πΊοΈ Draw a Map of FloridaΒΆ
- Create a visual representation of Florida's VHA facilities.
- Map the locations of staff in relation to facilities.
- Use GIS or plotting tools for data visualization.
Prompt:ΒΆ
What are the geolocation coordinates of Veterans Health Administration (VHA) facilities in Florida?
Requirements:ΒΆ
- Output the data in JSON format.
- Include all VA clinics in addition to main facilities.
- Assign a unique 3-digit identifier to each site.
- Ensure comprehensive coverage of locations.
[{'id': '001',
'facility': 'Malcom Randall VA Medical Center (Gainesville)',
'latitude': 29.6385,
'longitude': -82.3449},
{'id': '002',
'facility': 'Orlando VA Medical Center (Lake Nona)',
'latitude': 28.3667,
'longitude': -81.2765},
{'id': '003',
'facility': 'Bay Pines VA Healthcare System (Bay Pines)',
'latitude': 27.8136,
'longitude': -82.7781},
{'id': '004',
'facility': "James A. Haley Veterans' Hospital (Tampa)",
'latitude': 28.0364,
'longitude': -82.4578},
{'id': '005',
'facility': 'Lee County VA Healthcare Center (Cape Coral)',
'address': '2489 Diplomat Parkway East, Cape Coral, FL 33909',
'latitude': 26.6858597,
'longitude': -81.9203077},
{'id': '007',
'facility': 'Sergeant Ernest I. "Boots" Thomas VA Clinic (Tallahassee)',
'address': '2181 East Orange Avenue, Tallahassee, FL 32311',
'latitude': 30.4101907,
'longitude': -84.2476468},
{'id': '008',
'facility': 'Jacksonville OPC',
'address': '1536 N Jefferson St Jacksonville, FL 32209',
'latitude': 30.3449902,
'longitude': -81.6626682},
{'id': '009',
'facility': 'Lake Baldwin OPC',
'address': '5201 Raymond Street Orlando, FL 32803',
'latitude': 28.5803534,
'longitude': -81.3224933},
{'id': '010',
'facility': 'West Palm Beach VAMC',
'address': '7305 N. Military Trail West Palm Beach, FL 33410',
'latitude': 26.7650113,
'longitude': -80.1080037},
{'id': '011',
'facility': 'Miami VA Healthcare System',
'address': '1201 NW 16th St. Miami, FL 33125',
'latitude': 25.7923627,
'longitude': -80.2171539},
{'id': '012',
'facility': 'Lake City VAMC',
'address': '619 S. Marion Avenue Lake City, FL 32025-5808',
'latitude': 30.1892167,
'longitude': -82.6371467}]
π₯ VA Facilities in FloridaΒΆ
| ID | Facility Name | Address | Latitude | Longitude |
|---|---|---|---|---|
| 001 | Malcom Randall VA Medical Center (Gainesville) | N/A | 29.6385 | -82.3449 |
| 002 | Orlando VA Medical Center (Lake Nona) | N/A | 28.3667 | -81.2765 |
| 003 | Bay Pines VA Healthcare System (Bay Pines) | N/A | 27.8136 | -82.7781 |
| 004 | James A. Haley Veterans' Hospital (Tampa) | N/A | 28.0364 | -82.4578 |
| 005 | Lee County VA Healthcare Center (Cape Coral) | 2489 Diplomat Parkway East, Cape Coral, FL 33909 | 26.6859 | -81.9203 |
| 007 | Sergeant Ernest I. "Boots" Thomas VA Clinic (Tallahassee) | 2181 East Orange Avenue, Tallahassee, FL 32311 | 30.4102 | -84.2476 |
| 008 | Jacksonville OPC | 1536 N Jefferson St, Jacksonville, FL 32209 | 30.3449 | -81.6627 |
| 009 | Lake Baldwin OPC | 5201 Raymond Street, Orlando, FL 32803 | 28.5804 | -81.3225 |
| 010 | West Palm Beach VAMC | 7305 N. Military Trail, West Palm Beach, FL 33410 | 26.7650 | -80.1080 |
| 011 | Miami VA Healthcare System | 1201 NW 16th St, Miami, FL 33125 | 25.7924 | -80.2172 |
| 012 | Lake City VAMC | 619 S. Marion Avenue, Lake City, FL 32025-5808 | 30.1892 | -82.6371 |
π’ Staff List & Geolocation (Dummy Data)ΒΆ
π Staff InformationΒΆ
| Staff ID | Name | Role | Location | Latitude | Longitude |
|---|---|---|---|---|---|
| 101 | John Smith | Doctor | Miami, FL | 25.7617 | -80.1918 |
| 102 | Jane Doe | Nurse | Tampa, FL | 27.9506 | -82.4572 |
| 103 | Alice Brown | Admin | Orlando, FL | 28.5383 | -81.3792 |
| 104 | Bob Johnson | Technician | Jacksonville, FL | 30.3322 | -81.6557 |
| 105 | Emily White | Researcher | Fort Lauderdale, FL | 26.1224 | -80.1373 |
π Notes:ΒΆ
- This is dummy data for illustration purposes.
π€ Multi-Agent SystemΒΆ
π’ Team StructureΒΆ
We have a team of agents, each responsible for specific tasks, working collaboratively for efficiency.
π― Role of the OrchestratorΒΆ
An orchestrator manages task delegation, ensuring:
- Optimized workflow
- Efficient task execution
- Seamless coordination
πΉ Specialized AgentsΒΆ
πΊοΈ Distance AgentΒΆ
- Computes distances between facilities and staff locations.
- Estimates expected headcount at different sites.
π Letter AgentΒΆ
- Generates and sends Return to Office (RTO) letters.
- Ensures correct RTO language for return dates.
π Visualization AgentΒΆ
- Creates maps, charts, and dashboards for clear data representation.
- Helps in decision-making by visualizing insights effectively.
This multi-agent system ensures streamlined operations and data-driven decision-making! π

Libraries imported. β Agent 'greeting_agent' created using model 'gemini-2.0-flash'. β Root Agent 'weather_agent_v2' created using model 'gemini-2.0-flash' with sub-agents: ['greeting_agent', 'farewell_agent', 'distance_agent', 'rto_letter_agent', 'vis_agent']
Propmpt:Compute distance to facilities for staff membersΒΆ
--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.
>>> User Query: Compute distance to facilities for staff members
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text="Which facilities and staff members are you referring to? Please provide more details. If you're referring to the VHA facilities in Florida and staff in the florida_Adresses.csv, I will transfer you to the distance_agent.\n"), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-c2f1d950-b2e2-4d1a-9065-132b295786a1', args={'agent_name': 'distance_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-c2f1d950-b2e2-4d1a-9065-132b295786a1', name='transfer_to_agent', response={}), text=None)] role='user'
[Event] Author: distance_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-b8a11cfc-1bf6-4aa9-8f68-a9592917f6e5', args={}, name='dist_calc'), function_response=None, text=None), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-2fff2c6a-06f1-405d-9c4e-7090baa4208c', args={}, name='get_head_count'), function_response=None, text=None)] role='model'
[Event] Author: distance_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-b8a11cfc-1bf6-4aa9-8f68-a9592917f6e5', name='dist_calc', response={'result': [{'name': 'Donald Walker', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 13.448022548345017}}, {'name': 'Alyssa Gonzalez', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 8.0243174441568}}, {'name': 'Gregory Baker', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.48436363498256}}, {'name': 'Heidi Lee', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 20.985491521489255}}, {'name': 'Daniel Adams', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 5.782738436730985}}, {'name': 'Frederick Tate', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 7.859087885270239}}, {'name': 'Jonathan Wilkerson', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 0.4914081470340407}}, {'name': 'Anthony Rodriguez', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 13.694359105863098}}, {'name': 'Shannon Smith', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 12.827125415896889}}, {'name': 'Sherri Baker', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.32202384407863}}, {'name': 'Tammy Sellers', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 23.079930747926614}}, {'name': 'John Pierce', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 16.807417333018233}}, {'name': 'George Chapman', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.827935578042508}}, {'name': 'Diana Washington', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 11.48077262821219}}, {'name': 'Matthew Gomez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 5.903233288273889}}, {'name': 'Donald Wright', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.909157004084038}}, {'name': 'John Hancock', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 17.649988381012726}}, {'name': 'Edward Novak', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 19.79191869058305}}, {'name': 'Jordan York', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.154561787539668}}, {'name': 'Lisa Barnes', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.019976552450508}}, {'name': 'Kristine Garcia', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 12.155799459384438}}, {'name': 'Joshua Turner', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 8.466890066210967}}, {'name': 'Larry Robbins', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 9.405177453829607}}, {'name': 'Sandra Williams', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.853143799367986}}, {'name': 'Cameron Parker', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 22.474148892439718}}, {'name': 'Vanessa Cochran', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 6.011805281603458}}, {'name': 'Robert Savage', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 24.900711021685}}, {'name': 'Alexander Wiley', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 10.586708076674553}}, {'name': 'Cheryl Williams', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.986123630012562}}, {'name': 'Michael Spencer', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.737518336051956}}, {'name': 'Jeffrey Carpenter', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 16.688231962488228}}, {'name': 'Robert Potter', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 5.5852323090531195}}, {'name': 'David Douglas Jr.', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 2.9110713150101937}}, {'name': 'John Schmidt', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.763775290608425}}, {'name': 'Kelly Sims', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.385538401407604}}, {'name': 'Amy Russell', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 6.375059899082398}}, {'name': 'Tiffany Barnes', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 4.1441261841289245}}, {'name': 'Sara Calhoun', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 4.013863221852639}}, {'name': 'Garrett Gibson', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 16.666616806323496}}, {'name': 'Tiffany Gonzalez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.091607799842212}}, {'name': 'Pamela Jackson', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 15.615200096321951}}, {'name': 'Sandra Sanchez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 6.552763266994928}}, {'name': 'Ashley Yu', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 3.922090060122988}}, {'name': 'Sandra Miller', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 15.01602113764182}}, {'name': 'Kyle Beard', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 20.139985250851115}}, {'name': 'Katherine Mcguire', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 15.67261353725759}}, {'name': 'Krista Bell MD', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 14.529547262834177}}, {'name': 'Kelly Campbell', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 21.150879563340258}}, {'name': 'Kristen Terry', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 9.887435684707343}}, {'name': 'Dawn Hensley', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.015837323636722}}, {'name': 'Bailey Duran DDS', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 4.9611036062101315}}, {'name': 'Lisa Singh', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.373162840286788}}, {'name': 'Jerry Wheeler', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 20.24934250814648}}, {'name': 'Samantha Jones', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 11.377226859542702}}, {'name': 'Kathryn Snyder', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 6.489839904132989}}, {'name': 'Alicia Hubbard', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 8.665847858161712}}, {'name': 'Michael Hodge', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 9.872252446225822}}, {'name': 'Kimberly Gutierrez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.305842748209193}}, {'name': 'Dwayne Gilmore', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 14.994182314573356}}, {'name': 'Dr. Jordan Hill PhD', 'min_distance': {'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.661455895486379}}, {'name': 'Sara Carpenter', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 8.774607454251791}}, {'name': 'Patrick Thornton', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.155800398089063}}, {'name': 'Matthew Moore', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 10.678476265139226}}, {'name': 'Mark Mccall', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 18.03909420189007}}, {'name': 'Robert Carter', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.772887203295094}}, {'name': 'Mark Stevens', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 16.723962959849356}}, {'name': 'Joyce Turner', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 9.829197322427836}}, {'name': 'Paula Beltran', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 15.426994132194979}}, {'name': 'Morgan Davis', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 10.925259143539577}}, {'name': 'Bernard Webster', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 4.800833793275661}}, {'name': 'Jacob Curry', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 20.114235349435912}}, {'name': 'Elizabeth Ortiz', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 15.640895262615818}}, {'name': 'Travis Horton', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 8.415330703195618}}, {'name': 'Ariana Jennings', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 6.5336452157642215}}, {'name': 'Ronald Spencer', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 14.379281609833562}}, {'name': 'Sean Anderson', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 4.7351780289344205}}, {'name': 'Jodi Walker', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.164002968697174}}, {'name': 'Katherine Browning', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 25.038242636692022}}, {'name': 'Kyle Phillips', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 13.34818781892517}}, {'name': 'David Mckay', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 20.919424114171647}}, {'name': 'Shane Pugh', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 13.345328852476827}}, {'name': 'Holly Farmer', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 11.626806240153108}}, {'name': 'Donald Farmer', 'min_distance': {'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.415667946932256}}, {'name': 'Christopher Collins', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 4.86556551825826}}, {'name': 'Mr. Donald Fischer', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 17.33189307711348}}, {'name': 'Kyle Smith', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 14.343461989728885}}, {'name': 'Sandra Drake', 'min_distance': {'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 10.77810759053894}}, {'name': 'Mark Roberts', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 23.698605243996496}}, {'name': 'Eric Morgan', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 13.229873241467219}}, {'name': 'Lance Wolf', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 18.322300246007902}}, {'name': 'John Welch', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 19.45710905887214}}, {'name': 'Katie Ford', 'min_distance': {'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 12.875288287150969}}, {'name': 'Sara Haas', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 5.4586914501207415}}, {'name': 'Jake Campbell', 'min_distance': {'facility': 'Jacksonville OPC', 'distance': 9.786836923800358}}, {'name': 'Matthew Rangel', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 9.381012637665819}}, {'name': 'Alicia Parker', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 3.226685798090803}}, {'name': 'Sandy Stephenson', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 13.780678655956768}}, {'name': 'Carol Kim', 'min_distance': {'facility': 'Lake City VAMC', 'distance': 22.337812706508}}, {'name': 'Mrs. Diane Reyes', 'min_distance': {'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 9.744958786259607}}, {'name': 'Taylor Hernandez', 'min_distance': {'facility': 'Lake Baldwin OPC', 'distance': 12.799028065657831}}]}), text=None), Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-2fff2c6a-06f1-405d-9c4e-7090baa4208c', name='get_head_count', response={'Lake Baldwin OPC': 23, "James A. Haley Veterans' Hospital (Tampa)": 6, 'Bay Pines VA Healthcare System (Bay Pines)': 9, 'Malcom Randall VA Medical Center (Gainesville)': 12, 'Lake City VAMC': 15, 'Jacksonville OPC': 21, 'Orlando VA Medical Center (Lake Nona)': 5, 'Lee County VA Healthcare Center (Cape Coral)': 9}), text=None)] role='user'
[Event] Author: distance_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='```\n{\'staff_distances\': [{\'name\': \'Donald Walker\', \'facility\': \'Orlando VA Medical Center (Lake Nona)\', \'distance\': 13.448022548345017}, {\'name\': \'Alyssa Gonzalez\', \'facility\': \'Jacksonville OPC\', \'distance\': 8.0243174441568}, {\'name\': \'Gregory Baker\', \'facility\': \'Jacksonville OPC\', \'distance\': 20.484363634982561}, {\'name\': \'Heidi Lee\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 20.985491521489255}, {\'name\': \'Daniel Adams\', \'facility\': \'Jacksonville OPC\', \'distance\': 5.7827384367309849}, {\'name\': \'Frederick Tate\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 7.859087885270239}, {\'name\': \'Jonathan Wilkerson\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 0.49140814703404068}, {\'name\': \'Anthony Rodriguez\', \'facility\': \'Jacksonville OPC\', \'distance\': 13.694359105863098}, {\'name\': \'Shannon Smith\', \'facility\': \'Jacksonville OPC\', \'distance\': 12.827125415896889}, {\'name\': \'Sherri Baker\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 12.322023844078631}, {\'name\': \'Tammy Sellers\', \'facility\': \'Lee County VA Healthcare Center (Cape Coral)\', \'distance\': 23.079930747926614}, {\'name\': \'John Pierce\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 16.807417333018233}, {\'name\': \'George Chapman\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 11.827935578042508}, {\'name\': \'Diana Washington\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 11.48077262821219}, {\'name\': \'Matthew Gomez\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 5.9032332882738894}, {\'name\': \'Donald Wright\', \'facility\': \'Jacksonville OPC\', \'distance\': 9.9091570040840384}, {\'name\': \'John Hancock\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 17.649988381012726}, {\'name\': \'Edward Novak\', \'facility\': \'Jacksonville OPC\', \'distance\': 19.791918690583049}, {\'name\': \'Jordan York\', \'facility\': \'Jacksonville OPC\', \'distance\': 14.154561787539668}, {\'name\': \'Lisa Barnes\', \'facility\': \'Orlando VA Medical Center (Lake Nona)\', \'distance\': 8.0199765524505082}, {\'name\': \'Kristine Garcia\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 12.155799459384438}, {\'name\': \'Joshua Turner\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 8.4668900662109667}, {\'name\': \'Larry Robbins\', \'facility\': \'Lake City VAMC\', \'distance\': 9.4051774538296069}, {\'name\': \'Sandra Williams\', \'facility\': \'Bay Pines VA Healthcare System (Bay Pines)\', \'distance\': 14.853143799367986}, {\'name\': \'Cameron Parker\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 22.474148892439718}, {\'name\': \'Vanessa Cochran\', \'facility\': \'Jacksonville OPC\', \'distance\': 6.0118052816034577}, {\'name\': \'Robert Savage\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 24.900711021685}, {\'name\': \'Alexander Wiley\', \'facility\': \'Lake City VAMC\', \'distance\': 10.586708076674553}, {\'name\': \'Cheryl Williams\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 8.9861236300125622}, {\'name\': \'Michael Spencer\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 15.737518336051956}, {\'name\': \'Jeffrey Carpenter\', \'facility\': \'Jacksonville OPC\', \'distance\': 16.688231962488228}, {\'name\': \'Robert Potter\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 5.5852323090531195}, {\'name\': \'David Douglas Jr.\', \'facility\': \'Lake City VAMC\', \'distance\': 2.9110713150101937}, {\'name\': \'John Schmidt\', \'facility\': \'Lake Baldwin OPC\', \'distance\': 15.763775290608425}, {\'name\': \'Kelly Sims\', \'facility\': \'Jacksonville OPC\', \'distance\': 20.385538401407604}, {\'name\': \'Amy Russell\', \'facility\': \'Malcom Randall VA Medical Center (Gainesville)\', \'distance\': 6.3750598990823981}, {\'name\': \'Tiffany Barnes\', \'facility\': "James A. 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Haley Veterans\' Hospital (Tampa)": 6, \'Lake Baldwin OPC\': 23, \'Lake City VAMC\': 15, \'Lee County VA Healthcare Center (Cape Coral)\': 9, \'Malcom Randall VA Medical Center (Gainesville)\': 12, \'Orlando VA Medical Center (Lake Nona)\': 5}}\n```')] role='model'
<<< Agent Response: ```
{'staff_distances': [{'name': 'Donald Walker', 'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 13.448022548345017}, {'name': 'Alyssa Gonzalez', 'facility': 'Jacksonville OPC', 'distance': 8.0243174441568}, {'name': 'Gregory Baker', 'facility': 'Jacksonville OPC', 'distance': 20.484363634982561}, {'name': 'Heidi Lee', 'facility': 'Lake Baldwin OPC', 'distance': 20.985491521489255}, {'name': 'Daniel Adams', 'facility': 'Jacksonville OPC', 'distance': 5.7827384367309849}, {'name': 'Frederick Tate', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 7.859087885270239}, {'name': 'Jonathan Wilkerson', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 0.49140814703404068}, {'name': 'Anthony Rodriguez', 'facility': 'Jacksonville OPC', 'distance': 13.694359105863098}, {'name': 'Shannon Smith', 'facility': 'Jacksonville OPC', 'distance': 12.827125415896889}, {'name': 'Sherri Baker', 'facility': 'Lake Baldwin OPC', 'distance': 12.322023844078631}, {'name': 'Tammy Sellers', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 23.079930747926614}, {'name': 'John Pierce', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 16.807417333018233}, {'name': 'George Chapman', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 11.827935578042508}, {'name': 'Diana Washington', 'facility': 'Lake Baldwin OPC', 'distance': 11.48077262821219}, {'name': 'Matthew Gomez', 'facility': 'Lake Baldwin OPC', 'distance': 5.9032332882738894}, {'name': 'Donald Wright', 'facility': 'Jacksonville OPC', 'distance': 9.9091570040840384}, {'name': 'John Hancock', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 17.649988381012726}, {'name': 'Edward Novak', 'facility': 'Jacksonville OPC', 'distance': 19.791918690583049}, {'name': 'Jordan York', 'facility': 'Jacksonville OPC', 'distance': 14.154561787539668}, {'name': 'Lisa Barnes', 'facility': 'Orlando VA Medical Center (Lake Nona)', 'distance': 8.0199765524505082}, {'name': 'Kristine Garcia', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 12.155799459384438}, {'name': 'Joshua Turner', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 8.4668900662109667}, {'name': 'Larry Robbins', 'facility': 'Lake City VAMC', 'distance': 9.4051774538296069}, {'name': 'Sandra Williams', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 14.853143799367986}, {'name': 'Cameron Parker', 'facility': 'Lake Baldwin OPC', 'distance': 22.474148892439718}, {'name': 'Vanessa Cochran', 'facility': 'Jacksonville OPC', 'distance': 6.0118052816034577}, {'name': 'Robert Savage', 'facility': 'Lake Baldwin OPC', 'distance': 24.900711021685}, {'name': 'Alexander Wiley', 'facility': 'Lake City VAMC', 'distance': 10.586708076674553}, {'name': 'Cheryl Williams', 'facility': 'Lake Baldwin OPC', 'distance': 8.9861236300125622}, {'name': 'Michael Spencer', 'facility': 'Lake Baldwin OPC', 'distance': 15.737518336051956}, {'name': 'Jeffrey Carpenter', 'facility': 'Jacksonville OPC', 'distance': 16.688231962488228}, {'name': 'Robert Potter', 'facility': 'Lake Baldwin OPC', 'distance': 5.5852323090531195}, {'name': 'David Douglas Jr.', 'facility': 'Lake City VAMC', 'distance': 2.9110713150101937}, {'name': 'John Schmidt', 'facility': 'Lake Baldwin OPC', 'distance': 15.763775290608425}, {'name': 'Kelly Sims', 'facility': 'Jacksonville OPC', 'distance': 20.385538401407604}, {'name': 'Amy Russell', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 6.3750598990823981}, {'name': 'Tiffany Barnes', 'facility': "James A. 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Haley Veterans' Hospital (Tampa)", 'distance': 4.7351780289344205}, {'name': 'Jodi Walker', 'facility': 'Jacksonville OPC', 'distance': 9.164002968697174}, {'name': 'Katherine Browning', 'facility': 'Lake City VAMC', 'distance': 25.038242636692022}, {'name': 'Kyle Phillips', 'facility': 'Jacksonville OPC', 'distance': 13.348187818925171}, {'name': 'David Mckay', 'facility': 'Lake Baldwin OPC', 'distance': 20.919424114171647}, {'name': 'Shane Pugh', 'facility': 'Lake Baldwin OPC', 'distance': 13.345328852476827}, {'name': 'Holly Farmer', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 11.626806240153108}, {'name': 'Donald Farmer', 'facility': 'Lee County VA Healthcare Center (Cape Coral)', 'distance': 16.415667946932256}, {'name': 'Christopher Collins', 'facility': 'Lake City VAMC', 'distance': 4.86556551825826}, {'name': 'Mr. Donald Fischer', 'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 17.331893077113481}, {'name': 'Kyle Smith', 'facility': 'Lake Baldwin OPC', 'distance': 14.343461989728885}, {'name': 'Sandra Drake', 'facility': "James A. Haley Veterans' Hospital (Tampa)", 'distance': 10.778107590538941}, {'name': 'Mark Roberts', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 23.698605243996496}, {'name': 'Eric Morgan', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 13.229873241467219}, {'name': 'Lance Wolf', 'facility': 'Lake Baldwin OPC', 'distance': 18.322300246007902}, {'name': 'John Welch', 'facility': 'Lake City VAMC', 'distance': 19.457109058872138}, {'name': 'Katie Ford', 'facility': 'Bay Pines VA Healthcare System (Bay Pines)', 'distance': 12.875288287150969}, {'name': 'Sara Haas', 'facility': 'Jacksonville OPC', 'distance': 5.4586914501207415}, {'name': 'Jake Campbell', 'facility': 'Jacksonville OPC', 'distance': 9.7868369238003581}, {'name': 'Matthew Rangel', 'facility': 'Lake Baldwin OPC', 'distance': 9.3810126376658189}, {'name': 'Alicia Parker', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 3.226685798090803}, {'name': 'Sandy Stephenson', 'facility': 'Lake City VAMC', 'distance': 13.780678655956768}, {'name': 'Carol Kim', 'facility': 'Lake City VAMC', 'distance': 22.337812706508}, {'name': 'Mrs. Diane Reyes', 'facility': 'Malcom Randall VA Medical Center (Gainesville)', 'distance': 9.7449587862596072}, {'name': 'Taylor Hernandez', 'facility': 'Lake Baldwin OPC', 'distance': 12.799028065657831}], 'facility_headcounts': {'Bay Pines VA Healthcare System (Bay Pines)': 9, 'Jacksonville OPC': 21, "James A. Haley Veterans' Hospital (Tampa)": 6, 'Lake Baldwin OPC': 23, 'Lake City VAMC': 15, 'Lee County VA Healthcare Center (Cape Coral)': 9, 'Malcom Randall VA Medical Center (Gainesville)': 12, 'Orlando VA Medical Center (Lake Nona)': 5}}
```
π’ Staff Distance to VA FacilitiesΒΆ
π Staff Members & Facility ProximityΒΆ
| Staff Member | Facility Name | Distance (miles) |
|---|---|---|
| Sandy Stephenson | James A. Haley Veterans' Hospital (Tampa) | 12.81 |
| Carol Kim | Jacksonville OPC | 18.67 |
| Mrs. Diane Reyes | Bay Pines VA Healthcare System (Bay Pines) | 15.98 |
| Taylor Hernandez | James A. Haley Veterans' Hospital (Tampa) | 2.03 |
πΉ Notes:ΒΆ
- Distances are calculated in miles from staff member locations.
- VA facilities include hospitals & outpatient clinics across Florida.
- More details can be added, such as travel time estimates or route options.
Propmpt: Send letter to Gavin Newsom, distance of 45 miles from the Tampa VA"ΒΆ
--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.
>>> User Query: Send letter to Gavin Newsom, distance of 45 miles from the Tampa VA
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-d6916f4c-0a2e-450b-83d0-b1a5ae7f0208', args={'agent_name': 'rto_letter_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-d6916f4c-0a2e-450b-83d0-b1a5ae7f0208', name='transfer_to_agent', response={}), text=None)] role='user'
[Event] Author: rto_letter_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-1da70489-addb-4a2c-a8ff-8033ae035a48', args={'distance': 45, 'name': 'Gavin Newsom'}, name='rto_letter'), function_response=None, text=None)] role='model'
[Event] Author: rto_letter_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-1da70489-addb-4a2c-a8ff-8033ae035a48', name='rto_letter', response={'result': 'DearGavin Newsom, you are notified to return to office by 4/15'}), text=None)] role='user'
[Event] Author: rto_letter_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='DearGavin Newsom, you are notified to return to office by 4/15\n')] role='model'
<<< Agent Response: DearGavin Newsom, you are notified to return to office by 4/15
Propmpt: What is the expected headcount in facilities in FloridaΒΆ
--- Testing Agent Team Delegation --- Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO' Runner created for agent 'weather_agent_v2'. >>> User Query: What is the expected headcount in facilities in Florida [Event] Author: weather_agent_v2, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='I am sorry, I cannot fulfill this request. There is no tool available to get the expected headcount. Would you like me to get the weather for a specific city?\n')] role='model' <<< Agent Response: I am sorry, I cannot fulfill this request. There is no tool available to get the expected headcount. Would you like me to get the weather for a specific city?
- Bay Pines VA Healthcare System (Bay Pines): 9
- Jacksonville OPC: 21
- James A. Haley Veterans' Hospital (Tampa): 6
- Lake Baldwin OPC: 23
- Lake City VAMC: 15
- Lee County VA Healthcare Center (Cape Coral): 9
- Malcom Randall VA Medical Center (Gainesville): 12
- Orlando VA Medical Center (Lake Nona): 5
Prompt: have the agent draw a map and locate staff and VHA sites in FLΒΆ
--- Testing Agent Team Delegation ---
Session created: App='RTO_1', User='user_1_RTO', Session='session_001_RTO'
Runner created for agent 'weather_agent_v2'.
>>> User Query: draw a map of staff and VHA sites in FL
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-1f81ecac-f017-43e0-a447-5c0b32d510a2', args={'agent_name': 'vis_agent'}, name='transfer_to_agent'), function_response=None, text=None)] role='model'
[Event] Author: weather_agent_v2, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-1f81ecac-f017-43e0-a447-5c0b32d510a2', name='transfer_to_agent', response={}), text=None)] role='user'
[Event] Author: vis_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=FunctionCall(id='adk-49fad999-b904-4f3b-ad80-cd318eaaf65a', args={}, name='mapping'), function_response=None, text=None)] role='model'
[Event] Author: vis_agent, Type: Event, Final: False, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=FunctionResponse(will_continue=None, scheduling=None, id='adk-49fad999-b904-4f3b-ad80-cd318eaaf65a', name='mapping', response={}), text=None)] role='user'
[Event] Author: vis_agent, Type: Event, Final: True, Content: parts=[Part(video_metadata=None, thought=None, inline_data=None, code_execution_result=None, executable_code=None, file_data=None, function_call=None, function_response=None, text='OK. I have drawn a map of VHA facilities and staff members in FL.\n')] role='model'
<<< Agent Response: OK. I have drawn a map of VHA facilities and staff members in FL.
SummaryΒΆ
- I hope I convinced you that AI agents can be powerful tools for addressing administrative challenges, but they are clearly not limited to that.
- Leveraging LLMs and chaining a specifically curated set of tools.
- The solutions can be instantly scalable and flexible.